Dataset statistics
| Number of variables | 20 |
|---|---|
| Number of observations | 295747 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 45.1 MiB |
| Average record size in memory | 160.0 B |
Variable types
| Numeric | 20 |
|---|
Time (s) is highly overall correlated with CO (ppm) and 2 other fields | High correlation |
CO (ppm) is highly overall correlated with Time (s) and 9 other fields | High correlation |
Temperature (C) is highly overall correlated with Time (s) and 2 other fields | High correlation |
Heater voltage (V) is highly overall correlated with R4 (MOhm) and 9 other fields | High correlation |
R1 (MOhm) is highly overall correlated with R2 (MOhm) and 8 other fields | High correlation |
R2 (MOhm) is highly overall correlated with R1 (MOhm) and 5 other fields | High correlation |
R3 (MOhm) is highly overall correlated with R1 (MOhm) and 9 other fields | High correlation |
R4 (MOhm) is highly overall correlated with Heater voltage (V) and 13 other fields | High correlation |
R5 (MOhm) is highly overall correlated with Heater voltage (V) and 13 other fields | High correlation |
R6 (MOhm) is highly overall correlated with Heater voltage (V) and 13 other fields | High correlation |
R7 (MOhm) is highly overall correlated with R1 (MOhm) and 12 other fields | High correlation |
R8 (MOhm) is highly overall correlated with CO (ppm) and 11 other fields | High correlation |
R9 (MOhm) is highly overall correlated with CO (ppm) and 13 other fields | High correlation |
R10 (MOhm) is highly overall correlated with CO (ppm) and 13 other fields | High correlation |
R11 (MOhm) is highly overall correlated with CO (ppm) and 11 other fields | High correlation |
R12 (MOhm) is highly overall correlated with CO (ppm) and 11 other fields | High correlation |
R13 (MOhm) is highly overall correlated with CO (ppm) and 13 other fields | High correlation |
R14 (MOhm) is highly overall correlated with CO (ppm) and 12 other fields | High correlation |
Humidity (%r.h.) is highly overall correlated with Time (s) and 2 other fields | High correlation |
Flow rate (mL/min) is highly skewed (γ1 = -102.280061) | Skewed |
Time (s) is uniformly distributed | Uniform |
Time (s) has unique values | Unique |
CO (ppm) has 32165 (10.9%) zeros | Zeros |
Reproduction
| Analysis started | 2022-12-20 08:39:46.116746 |
|---|---|
| Analysis finished | 2022-12-20 08:41:36.957364 |
| Duration | 1 minute and 50.84 seconds |
| Software version | pandas-profiling vv3.5.0 |
| Download configuration | config.json |
| Distinct | 295747 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 45457.968 |
| Minimum | 0 |
|---|---|
| Maximum | 90909.582 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 4558.0795 |
| Q1 | 22747.061 |
| median | 45445.015 |
| Q3 | 68189.563 |
| 95-th percentile | 86360.519 |
| Maximum | 90909.582 |
| Range | 90909.582 |
| Interquartile range (IQR) | 45442.501 |
Descriptive statistics
| Standard deviation | 26237.076 |
|---|---|
| Coefficient of variation (CV) | 0.57717221 |
| Kurtosis | -1.1997829 |
| Mean | 45457.968 |
| Median Absolute Deviation (MAD) | 22721.288 |
| Skewness | 0.00024854152 |
| Sum | 1.3444058 × 1010 |
| Variance | 6.8838415 × 108 |
| Monotonicity | Strictly increasing |
| Value | Count | Frequency (%) |
| 0 | 1 | < 0.1% |
| 60634.305 | 1 | < 0.1% |
| 60605.885 | 1 | < 0.1% |
| 60605.575 | 1 | < 0.1% |
| 60605.267 | 1 | < 0.1% |
| 60604.958 | 1 | < 0.1% |
| 60604.649 | 1 | < 0.1% |
| 60604.339 | 1 | < 0.1% |
| 60604.03 | 1 | < 0.1% |
| 60603.722 | 1 | < 0.1% |
| Other values (295737) | 295737 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 0.308 | 1 | |
| 0.617 | 1 | |
| 0.925 | 1 | |
| 1.235 | 1 | |
| 1.542 | 1 | |
| 1.852 | 1 | |
| 2.161 | 1 | |
| 2.471 | 1 | |
| 2.781 | 1 |
| Value | Count | Frequency (%) |
| 90909.582 | 1 | |
| 90909.273 | 1 | |
| 90908.965 | 1 | |
| 90908.655 | 1 | |
| 90908.346 | 1 | |
| 90908.039 | 1 | |
| 90907.73 | 1 | |
| 90907.422 | 1 | |
| 90907.112 | 1 | |
| 90906.805 | 1 |
| Distinct | 301 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 9.9010757 |
| Minimum | 0 |
|---|---|
| Maximum | 20 |
| Zeros | 32165 |
| Zeros (%) | 10.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 4.44 |
| median | 8.89 |
| Q3 | 15.56 |
| 95-th percentile | 20 |
| Maximum | 20 |
| Range | 20 |
| Interquartile range (IQR) | 11.12 |
Descriptive statistics
| Standard deviation | 6.4266404 |
|---|---|
| Coefficient of variation (CV) | 0.64908507 |
| Kurtosis | -1.232982 |
| Mean | 9.9010757 |
| Median Absolute Deviation (MAD) | 6.67 |
| Skewness | 0.0088063379 |
| Sum | 2928213.4 |
| Variance | 41.301707 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 32165 | |
| 13.33 | 29311 | |
| 4.44 | 29270 | |
| 11.11 | 29269 | |
| 17.78 | 29262 | |
| 8.89 | 29248 | |
| 2.22 | 29238 | |
| 20 | 29234 | |
| 6.67 | 29231 | |
| 15.56 | 29225 | |
| Other values (291) | 294 | 0.1% |
| Value | Count | Frequency (%) |
| 0 | 32165 | |
| 0.0778 | 1 | < 0.1% |
| 0.0932 | 1 | < 0.1% |
| 0.12 | 1 | < 0.1% |
| 0.3645 | 1 | < 0.1% |
| 0.373 | 1 | < 0.1% |
| 0.4534 | 1 | < 0.1% |
| 0.4669 | 1 | < 0.1% |
| 0.4973 | 1 | < 0.1% |
| 0.4999 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 20 | 29234 | |
| 19.6492 | 1 | < 0.1% |
| 19.5799 | 1 | < 0.1% |
| 19.4406 | 1 | < 0.1% |
| 19.3873 | 1 | < 0.1% |
| 19.2 | 1 | < 0.1% |
| 19.1335 | 1 | < 0.1% |
| 18.8354 | 1 | < 0.1% |
| 18.7546 | 1 | < 0.1% |
| 18.68 | 1 | < 0.1% |
Humidity (%r.h.)
Real number (ℝ)
| Distinct | 22121 |
|---|---|
| Distinct (%) | 7.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 44.840798 |
| Minimum | 16.37 |
|---|---|
| Maximum | 71.84 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 16.37 |
|---|---|
| 5-th percentile | 22.72778 |
| Q1 | 35.52 |
| median | 46.02 |
| Q3 | 54.26 |
| 95-th percentile | 64.09 |
| Maximum | 71.84 |
| Range | 55.47 |
| Interquartile range (IQR) | 18.74 |
Descriptive statistics
| Standard deviation | 12.309527 |
|---|---|
| Coefficient of variation (CV) | 0.27451624 |
| Kurtosis | -0.73732151 |
| Mean | 44.840798 |
| Median Absolute Deviation (MAD) | 9.24 |
| Skewness | -0.15049323 |
| Sum | 13261532 |
| Variance | 151.52446 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 21.91 | 4281 | 1.4% |
| 37.11 | 2862 | 1.0% |
| 30.68 | 2266 | 0.8% |
| 29.65 | 2253 | 0.8% |
| 36.04 | 1982 | 0.7% |
| 32.83 | 1830 | 0.6% |
| 37.15 | 1731 | 0.6% |
| 51.24 | 1730 | 0.6% |
| 47.62 | 1656 | 0.6% |
| 47.64 | 1633 | 0.6% |
| Other values (22111) | 273523 |
| Value | Count | Frequency (%) |
| 16.37 | 884 | |
| 16.3702 | 1 | < 0.1% |
| 16.3705 | 2 | < 0.1% |
| 16.3709 | 1 | < 0.1% |
| 16.3711 | 1 | < 0.1% |
| 16.3716 | 1 | < 0.1% |
| 16.3829 | 1 | < 0.1% |
| 16.4298 | 1 | < 0.1% |
| 16.5062 | 1 | < 0.1% |
| 16.5555 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 71.84 | 144 | |
| 71.8399 | 2 | < 0.1% |
| 71.8398 | 1 | < 0.1% |
| 71.8396 | 1 | < 0.1% |
| 71.8395 | 1 | < 0.1% |
| 71.8394 | 1 | < 0.1% |
| 71.8393 | 1 | < 0.1% |
| 71.8392 | 1 | < 0.1% |
| 71.839 | 1 | < 0.1% |
| 71.8362 | 1 | < 0.1% |
Temperature (C)
Real number (ℝ)
| Distinct | 6372 |
|---|---|
| Distinct (%) | 2.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 25.816283 |
| Minimum | 25.14 |
|---|---|
| Maximum | 26.3 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 25.14 |
|---|---|
| 5-th percentile | 25.46 |
| Q1 | 25.58 |
| median | 25.82 |
| Q3 | 26.1 |
| 95-th percentile | 26.22 |
| Maximum | 26.3 |
| Range | 1.16 |
| Interquartile range (IQR) | 0.52 |
Descriptive statistics
| Standard deviation | 0.28044331 |
|---|---|
| Coefficient of variation (CV) | 0.01086304 |
| Kurtosis | -1.189056 |
| Mean | 25.816283 |
| Median Absolute Deviation (MAD) | 0.24 |
| Skewness | -0.0014188631 |
| Sum | 7635088.2 |
| Variance | 0.07864845 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 25.5 | 29462 | 10.0% |
| 25.58 | 21662 | 7.3% |
| 26.18 | 19560 | 6.6% |
| 26.22 | 19498 | 6.6% |
| 26.06 | 17943 | 6.1% |
| 25.82 | 17068 | 5.8% |
| 26.14 | 15877 | 5.4% |
| 25.62 | 15814 | 5.3% |
| 25.66 | 14688 | 5.0% |
| 25.86 | 13104 | 4.4% |
| Other values (6362) | 111071 |
| Value | Count | Frequency (%) |
| 25.14 | 889 | |
| 25.1401 | 50 | < 0.1% |
| 25.1402 | 6 | < 0.1% |
| 25.1409 | 1 | < 0.1% |
| 25.141 | 1 | < 0.1% |
| 25.1411 | 1 | < 0.1% |
| 25.1414 | 1 | < 0.1% |
| 25.1418 | 3 | < 0.1% |
| 25.1423 | 2 | < 0.1% |
| 25.1427 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 26.3 | 226 | |
| 26.2999 | 2 | < 0.1% |
| 26.2987 | 1 | < 0.1% |
| 26.2972 | 2 | < 0.1% |
| 26.297 | 2 | < 0.1% |
| 26.2958 | 1 | < 0.1% |
| 26.2956 | 1 | < 0.1% |
| 26.2951 | 1 | < 0.1% |
| 26.2948 | 2 | < 0.1% |
| 26.2945 | 3 | < 0.1% |
Flow rate (mL/min)
Real number (ℝ)
| Distinct | 11422 |
|---|---|
| Distinct (%) | 3.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 239.9441 |
| Minimum | 0 |
|---|---|
| Maximum | 271.5177 |
| Zeros | 8 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 239.7537 |
| Q1 | 239.8959 |
| median | 239.9716 |
| Q3 | 240.0448 |
| 95-th percentile | 240.1809 |
| Maximum | 271.5177 |
| Range | 271.5177 |
| Interquartile range (IQR) | 0.1489 |
Descriptive statistics
| Standard deviation | 1.8815109 |
|---|---|
| Coefficient of variation (CV) | 0.0078414549 |
| Kurtosis | 12080.021 |
| Mean | 239.9441 |
| Median Absolute Deviation (MAD) | 0.0744 |
| Skewness | -102.28006 |
| Sum | 70962748 |
| Variance | 3.5400831 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 239.9601 | 145 | < 0.1% |
| 239.993 | 145 | < 0.1% |
| 239.9725 | 139 | < 0.1% |
| 239.9891 | 137 | < 0.1% |
| 239.964 | 136 | < 0.1% |
| 239.971 | 135 | < 0.1% |
| 239.9713 | 134 | < 0.1% |
| 239.9664 | 134 | < 0.1% |
| 239.985 | 133 | < 0.1% |
| 239.9625 | 133 | < 0.1% |
| Other values (11412) | 294376 |
| Value | Count | Frequency (%) |
| 0 | 8 | |
| 0.1077 | 1 | < 0.1% |
| 0.4031 | 1 | < 0.1% |
| 0.7013 | 1 | < 0.1% |
| 10.0643 | 1 | < 0.1% |
| 24.0524 | 1 | < 0.1% |
| 54.1133 | 1 | < 0.1% |
| 84.3198 | 1 | < 0.1% |
| 96.2955 | 1 | < 0.1% |
| 105.9781 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 271.5177 | 1 | |
| 264.9491 | 1 | |
| 263.5318 | 1 | |
| 261.1356 | 1 | |
| 257.6915 | 1 | |
| 257.1371 | 1 | |
| 256.8458 | 1 | |
| 256.5268 | 1 | |
| 256.1471 | 1 | |
| 255.9373 | 1 |
Heater voltage (V)
Real number (ℝ)
| Distinct | 1731 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.35492141 |
| Minimum | 0.198 |
|---|---|
| Maximum | 0.8999 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0.198 |
|---|---|
| 5-th percentile | 0.1991 |
| Q1 | 0.2 |
| median | 0.2 |
| Q3 | 0.207 |
| 95-th percentile | 0.8983 |
| Maximum | 0.8999 |
| Range | 0.7019 |
| Interquartile range (IQR) | 0.007 |
Descriptive statistics
| Standard deviation | 0.28839291 |
|---|---|
| Coefficient of variation (CV) | 0.81255429 |
| Kurtosis | -0.20646774 |
| Mean | 0.35492141 |
| Median Absolute Deviation (MAD) | 0.0002 |
| Skewness | 1.3368572 |
| Sum | 104966.94 |
| Variance | 0.083170473 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.2 | 136148 | |
| 0.898 | 27959 | 9.5% |
| 0.199 | 9971 | 3.4% |
| 0.1995 | 5560 | 1.9% |
| 0.1997 | 5547 | 1.9% |
| 0.1994 | 5535 | 1.9% |
| 0.1999 | 5513 | 1.9% |
| 0.1992 | 5495 | 1.9% |
| 0.1996 | 5493 | 1.9% |
| 0.1993 | 5483 | 1.9% |
| Other values (1721) | 83043 |
| Value | Count | Frequency (%) |
| 0.198 | 2 | |
| 0.1981 | 3 | |
| 0.1982 | 3 | |
| 0.1983 | 3 | |
| 0.1984 | 1 | < 0.1% |
| 0.1985 | 2 | |
| 0.1986 | 3 | |
| 0.1987 | 1 | < 0.1% |
| 0.1988 | 2 | |
| 0.1989 | 3 |
| Value | Count | Frequency (%) |
| 0.8999 | 9 | < 0.1% |
| 0.8998 | 4 | < 0.1% |
| 0.8997 | 4 | < 0.1% |
| 0.8996 | 3 | < 0.1% |
| 0.8995 | 3 | < 0.1% |
| 0.8994 | 7 | < 0.1% |
| 0.8993 | 4 | < 0.1% |
| 0.8992 | 5 | < 0.1% |
| 0.8991 | 5 | < 0.1% |
| 0.899 | 4890 |
R1 (MOhm)
Real number (ℝ)
| Distinct | 8515 |
|---|---|
| Distinct (%) | 2.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 17.184218 |
| Minimum | 0.0327 |
|---|---|
| Maximum | 117.8584 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0.0327 |
|---|---|
| 5-th percentile | 0.079 |
| Q1 | 0.4381 |
| median | 2.294 |
| Q3 | 31.0916 |
| 95-th percentile | 71.3877 |
| Maximum | 117.8584 |
| Range | 117.8257 |
| Interquartile range (IQR) | 30.6535 |
Descriptive statistics
| Standard deviation | 24.444432 |
|---|---|
| Coefficient of variation (CV) | 1.4224932 |
| Kurtosis | 0.70362257 |
| Mean | 17.184218 |
| Median Absolute Deviation (MAD) | 2.2123 |
| Skewness | 1.3682745 |
| Sum | 5082180.8 |
| Variance | 597.53027 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 72.5638 | 787 | 0.3% |
| 75.0345 | 765 | 0.3% |
| 73.7788 | 761 | 0.3% |
| 71.9176 | 740 | 0.3% |
| 76.3332 | 737 | 0.2% |
| 74.3444 | 732 | 0.2% |
| 75.6194 | 713 | 0.2% |
| 73.1111 | 712 | 0.2% |
| 70.2486 | 675 | 0.2% |
| 71.3877 | 675 | 0.2% |
| Other values (8505) | 288450 |
| Value | Count | Frequency (%) |
| 0.0327 | 1 | |
| 0.0334 | 1 | |
| 0.0335 | 2 | |
| 0.0336 | 1 | |
| 0.0344 | 1 | |
| 0.0345 | 1 | |
| 0.0347 | 2 | |
| 0.0348 | 1 | |
| 0.0349 | 1 | |
| 0.0351 | 1 |
| Value | Count | Frequency (%) |
| 117.8584 | 2 | < 0.1% |
| 116.4568 | 2 | < 0.1% |
| 114.818 | 8 | < 0.1% |
| 113.4868 | 8 | < 0.1% |
| 111.9292 | 11 | < 0.1% |
| 110.6632 | 27 | |
| 109.181 | 26 | |
| 107.9756 | 37 | |
| 106.5634 | 46 | |
| 105.4143 | 52 |
R2 (MOhm)
Real number (ℝ)
| Distinct | 8213 |
|---|---|
| Distinct (%) | 2.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 19.152156 |
| Minimum | 0.0571 |
|---|---|
| Maximum | 144.618 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0.0571 |
|---|---|
| 5-th percentile | 0.1407 |
| Q1 | 0.5084 |
| median | 1.684 |
| Q3 | 35.1959 |
| 95-th percentile | 79.7171 |
| Maximum | 144.618 |
| Range | 144.5609 |
| Interquartile range (IQR) | 34.6875 |
Descriptive statistics
| Standard deviation | 28.050854 |
|---|---|
| Coefficient of variation (CV) | 1.4646316 |
| Kurtosis | 0.19446983 |
| Mean | 19.152156 |
| Median Absolute Deviation (MAD) | 1.5418 |
| Skewness | 1.2843257 |
| Sum | 5664192.8 |
| Variance | 786.85043 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 81.1822 | 1178 | 0.4% |
| 82.7015 | 1168 | 0.4% |
| 82.004 | 1152 | 0.4% |
| 80.5097 | 1115 | 0.4% |
| 79.7171 | 1090 | 0.4% |
| 83.5541 | 1078 | 0.4% |
| 78.3034 | 1058 | 0.4% |
| 77.677 | 1040 | 0.4% |
| 79.0683 | 1023 | 0.3% |
| 76.3332 | 972 | 0.3% |
| Other values (8203) | 284873 |
| Value | Count | Frequency (%) |
| 0.0571 | 1 | < 0.1% |
| 0.0575 | 1 | < 0.1% |
| 0.0582 | 1 | < 0.1% |
| 0.0594 | 1 | < 0.1% |
| 0.0595 | 1 | < 0.1% |
| 0.0602 | 2 | |
| 0.0606 | 1 | < 0.1% |
| 0.0607 | 2 | |
| 0.0608 | 1 | < 0.1% |
| 0.0612 | 3 |
| Value | Count | Frequency (%) |
| 144.618 | 1 | < 0.1% |
| 121.0628 | 2 | < 0.1% |
| 119.5851 | 2 | < 0.1% |
| 117.8584 | 2 | < 0.1% |
| 116.4568 | 2 | < 0.1% |
| 114.818 | 4 | < 0.1% |
| 113.4868 | 7 | < 0.1% |
| 111.9292 | 16 | |
| 110.6632 | 28 | |
| 109.181 | 25 |
R3 (MOhm)
Real number (ℝ)
| Distinct | 8226 |
|---|---|
| Distinct (%) | 2.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 23.683613 |
| Minimum | 0.0547 |
|---|---|
| Maximum | 222.9919 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0.0547 |
|---|---|
| 5-th percentile | 0.1121 |
| Q1 | 0.6236 |
| median | 5.2703 |
| Q3 | 48.4112 |
| 95-th percentile | 83.0507 |
| Maximum | 222.9919 |
| Range | 222.9372 |
| Interquartile range (IQR) | 47.7876 |
Descriptive statistics
| Standard deviation | 29.468287 |
|---|---|
| Coefficient of variation (CV) | 1.244248 |
| Kurtosis | -0.48673673 |
| Mean | 23.683613 |
| Median Absolute Deviation (MAD) | 5.1562 |
| Skewness | 0.96914527 |
| Sum | 7004357.4 |
| Variance | 868.37995 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 83.7703 | 1188 | 0.4% |
| 85.3974 | 1183 | 0.4% |
| 82.2033 | 1170 | 0.4% |
| 84.6501 | 1151 | 0.4% |
| 86.3116 | 1134 | 0.4% |
| 83.0507 | 1118 | 0.4% |
| 80.6932 | 1104 | 0.4% |
| 81.51 | 1080 | 0.4% |
| 87.0883 | 1050 | 0.4% |
| 88.0388 | 1035 | 0.3% |
| Other values (8216) | 284534 |
| Value | Count | Frequency (%) |
| 0.0547 | 1 | |
| 0.0564 | 1 | |
| 0.0568 | 1 | |
| 0.0576 | 1 | |
| 0.0578 | 1 | |
| 0.0579 | 2 | |
| 0.0584 | 1 | |
| 0.0585 | 1 | |
| 0.0586 | 1 | |
| 0.0589 | 1 |
| Value | Count | Frequency (%) |
| 222.9919 | 1 | < 0.1% |
| 198.6068 | 1 | < 0.1% |
| 190.1297 | 1 | < 0.1% |
| 156.6533 | 2 | < 0.1% |
| 146.3314 | 1 | < 0.1% |
| 131.01 | 1 | < 0.1% |
| 129.2732 | 1 | < 0.1% |
| 123.6951 | 1 | < 0.1% |
| 114.1263 | 2 | < 0.1% |
| 112.8031 | 9 |
R4 (MOhm)
Real number (ℝ)
| Distinct | 7590 |
|---|---|
| Distinct (%) | 2.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 22.898428 |
| Minimum | 0.0398 |
|---|---|
| Maximum | 90.6217 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0.0398 |
|---|---|
| 5-th percentile | 0.102 |
| Q1 | 2.2243 |
| median | 23.8181 |
| Q3 | 36.8645 |
| 95-th percentile | 54.0817 |
| Maximum | 90.6217 |
| Range | 90.5819 |
| Interquartile range (IQR) | 34.6402 |
Descriptive statistics
| Standard deviation | 18.614631 |
|---|---|
| Coefficient of variation (CV) | 0.81292179 |
| Kurtosis | -0.90366848 |
| Mean | 22.898428 |
| Median Absolute Deviation (MAD) | 16.3449 |
| Skewness | 0.2951025 |
| Sum | 6772141.4 |
| Variance | 346.50449 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 35.257 | 1117 | 0.4% |
| 36.8645 | 1110 | 0.4% |
| 36.3021 | 1108 | 0.4% |
| 36.4987 | 1085 | 0.4% |
| 37.0331 | 1076 | 0.4% |
| 36.1399 | 1070 | 0.4% |
| 34.7712 | 1069 | 0.4% |
| 34.2691 | 1066 | 0.4% |
| 34.9216 | 1063 | 0.4% |
| 35.7879 | 1060 | 0.4% |
| Other values (7580) | 284923 |
| Value | Count | Frequency (%) |
| 0.0398 | 1 | |
| 0.04 | 1 | |
| 0.0401 | 2 | |
| 0.0409 | 1 | |
| 0.041 | 1 | |
| 0.0411 | 2 | |
| 0.0413 | 1 | |
| 0.0417 | 2 | |
| 0.0418 | 1 | |
| 0.0419 | 2 |
| Value | Count | Frequency (%) |
| 90.6217 | 1 | < 0.1% |
| 88.499 | 1 | < 0.1% |
| 85.5816 | 2 | < 0.1% |
| 84.5361 | 3 | < 0.1% |
| 83.6839 | 2 | < 0.1% |
| 82.6836 | 7 | < 0.1% |
| 81.8678 | 17 | < 0.1% |
| 80.9098 | 24 | |
| 80.1281 | 28 | |
| 79.2097 | 46 |
R5 (MOhm)
Real number (ℝ)
| Distinct | 7826 |
|---|---|
| Distinct (%) | 2.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 33.552124 |
| Minimum | 0.0491 |
|---|---|
| Maximum | 159.8474 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0.0491 |
|---|---|
| 5-th percentile | 0.1154 |
| Q1 | 2.00325 |
| median | 36.0127 |
| Q3 | 54.3512 |
| 95-th percentile | 81.8393 |
| Maximum | 159.8474 |
| Range | 159.7983 |
| Interquartile range (IQR) | 52.34795 |
Descriptive statistics
| Standard deviation | 28.164234 |
|---|---|
| Coefficient of variation (CV) | 0.83941732 |
| Kurtosis | -1.0287337 |
| Mean | 33.552124 |
| Median Absolute Deviation (MAD) | 25.9941 |
| Skewness | 0.2909278 |
| Sum | 9922940.1 |
| Variance | 793.22408 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 49.7203 | 1424 | 0.5% |
| 50.8849 | 1420 | 0.5% |
| 50.562 | 1403 | 0.5% |
| 49.4117 | 1387 | 0.5% |
| 52.3895 | 1365 | 0.5% |
| 51.1571 | 1357 | 0.5% |
| 53.0277 | 1357 | 0.5% |
| 54.0448 | 1344 | 0.5% |
| 52.1043 | 1343 | 0.5% |
| 49.9804 | 1339 | 0.5% |
| Other values (7816) | 282008 |
| Value | Count | Frequency (%) |
| 0.0491 | 2 | |
| 0.0494 | 1 | |
| 0.0497 | 1 | |
| 0.0503 | 2 | |
| 0.0505 | 2 | |
| 0.0506 | 1 | |
| 0.0508 | 1 | |
| 0.0511 | 2 | |
| 0.0513 | 1 | |
| 0.0514 | 1 |
| Value | Count | Frequency (%) |
| 159.8474 | 1 | < 0.1% |
| 135.5445 | 1 | < 0.1% |
| 127.7625 | 1 | < 0.1% |
| 126.116 | 1 | < 0.1% |
| 124.1949 | 6 | < 0.1% |
| 122.6378 | 8 | < 0.1% |
| 120.8197 | 7 | < 0.1% |
| 119.345 | 11 | |
| 117.6218 | 20 | |
| 116.223 | 21 |
R6 (MOhm)
Real number (ℝ)
| Distinct | 7817 |
|---|---|
| Distinct (%) | 2.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 30.296268 |
| Minimum | 0.0483 |
|---|---|
| Maximum | 138.2019 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0.0483 |
|---|---|
| 5-th percentile | 0.1243 |
| Q1 | 1.6929 |
| median | 26.1194 |
| Q3 | 51.7707 |
| 95-th percentile | 80.6531 |
| Maximum | 138.2019 |
| Range | 138.1536 |
| Interquartile range (IQR) | 50.0778 |
Descriptive statistics
| Standard deviation | 27.923778 |
|---|---|
| Coefficient of variation (CV) | 0.92169035 |
| Kurtosis | -0.95099017 |
| Mean | 30.296268 |
| Median Absolute Deviation (MAD) | 24.877 |
| Skewness | 0.48926737 |
| Sum | 8960030.3 |
| Variance | 779.73737 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 49.0116 | 1267 | 0.4% |
| 81.5165 | 1220 | 0.4% |
| 49.8802 | 1217 | 0.4% |
| 51.7707 | 1216 | 0.4% |
| 53.1112 | 1206 | 0.4% |
| 47.8646 | 1206 | 0.4% |
| 50.2138 | 1202 | 0.4% |
| 50.4951 | 1194 | 0.4% |
| 48.6935 | 1193 | 0.4% |
| 50.8369 | 1179 | 0.4% |
| Other values (7807) | 283647 |
| Value | Count | Frequency (%) |
| 0.0483 | 1 | < 0.1% |
| 0.0485 | 2 | |
| 0.0487 | 1 | < 0.1% |
| 0.0489 | 1 | < 0.1% |
| 0.0496 | 2 | |
| 0.0497 | 1 | < 0.1% |
| 0.05 | 1 | < 0.1% |
| 0.0503 | 1 | < 0.1% |
| 0.0505 | 4 | |
| 0.0507 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 138.2019 | 1 | < 0.1% |
| 122.0913 | 1 | < 0.1% |
| 120.179 | 2 | < 0.1% |
| 118.6302 | 3 | < 0.1% |
| 116.8232 | 4 | < 0.1% |
| 115.3585 | 7 | < 0.1% |
| 113.6483 | 7 | < 0.1% |
| 112.2611 | 25 | < 0.1% |
| 110.6402 | 55 | |
| 109.3244 | 74 |
R7 (MOhm)
Real number (ℝ)
| Distinct | 7704 |
|---|---|
| Distinct (%) | 2.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 33.714225 |
| Minimum | 0.054 |
|---|---|
| Maximum | 193.5002 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0.054 |
|---|---|
| 5-th percentile | 0.1226 |
| Q1 | 2.1511 |
| median | 35.3355 |
| Q3 | 55.0846 |
| 95-th percentile | 82.883 |
| Maximum | 193.5002 |
| Range | 193.4462 |
| Interquartile range (IQR) | 52.9335 |
Descriptive statistics
| Standard deviation | 28.421584 |
|---|---|
| Coefficient of variation (CV) | 0.8430146 |
| Kurtosis | -1.0836415 |
| Mean | 33.714225 |
| Median Absolute Deviation (MAD) | 26.4465 |
| Skewness | 0.29014119 |
| Sum | 9970880.9 |
| Variance | 807.78643 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 51.7898 | 1491 | 0.5% |
| 53.0601 | 1435 | 0.5% |
| 51.1767 | 1425 | 0.5% |
| 51.4536 | 1412 | 0.5% |
| 53.7185 | 1395 | 0.5% |
| 52.0732 | 1389 | 0.5% |
| 50.8483 | 1388 | 0.5% |
| 53.3574 | 1376 | 0.5% |
| 49.9924 | 1357 | 0.5% |
| 54.7053 | 1356 | 0.5% |
| Other values (7694) | 281723 |
| Value | Count | Frequency (%) |
| 0.054 | 1 | < 0.1% |
| 0.0543 | 1 | < 0.1% |
| 0.0544 | 1 | < 0.1% |
| 0.0547 | 2 | |
| 0.0552 | 1 | < 0.1% |
| 0.0556 | 1 | < 0.1% |
| 0.0558 | 1 | < 0.1% |
| 0.0562 | 1 | < 0.1% |
| 0.0563 | 2 | |
| 0.0564 | 4 |
| Value | Count | Frequency (%) |
| 193.5002 | 1 | < 0.1% |
| 137.0008 | 1 | < 0.1% |
| 125.3547 | 1 | < 0.1% |
| 118.6246 | 1 | < 0.1% |
| 116.9118 | 1 | < 0.1% |
| 115.5214 | 4 | < 0.1% |
| 113.8957 | 10 | < 0.1% |
| 112.5752 | 26 | |
| 111.0301 | 30 | |
| 109.7743 | 62 |
R8 (MOhm)
Real number (ℝ)
| Distinct | 6196 |
|---|---|
| Distinct (%) | 2.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 28.70001 |
| Minimum | 0.0331 |
|---|---|
| Maximum | 112.891 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0.0331 |
|---|---|
| 5-th percentile | 0.0998 |
| Q1 | 12.47 |
| median | 28.3556 |
| Q3 | 43.5025 |
| 95-th percentile | 65.0072 |
| Maximum | 112.891 |
| Range | 112.8579 |
| Interquartile range (IQR) | 31.0325 |
Descriptive statistics
| Standard deviation | 21.084326 |
|---|---|
| Coefficient of variation (CV) | 0.73464524 |
| Kurtosis | -0.78983468 |
| Mean | 28.70001 |
| Median Absolute Deviation (MAD) | 15.4071 |
| Skewness | 0.18716603 |
| Sum | 8487941.9 |
| Variance | 444.54879 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 48.5445 | 1075 | 0.4% |
| 51.311 | 1074 | 0.4% |
| 54.073 | 1070 | 0.4% |
| 47.9632 | 1060 | 0.4% |
| 55.988 | 1051 | 0.4% |
| 49.415 | 1048 | 0.4% |
| 56.4158 | 1048 | 0.4% |
| 53.3555 | 1044 | 0.4% |
| 53.0355 | 1040 | 0.4% |
| 51.6712 | 1035 | 0.3% |
| Other values (6186) | 285202 |
| Value | Count | Frequency (%) |
| 0.0331 | 1 | < 0.1% |
| 0.0336 | 1 | < 0.1% |
| 0.0337 | 1 | < 0.1% |
| 0.0339 | 1 | < 0.1% |
| 0.0343 | 2 | |
| 0.0344 | 1 | < 0.1% |
| 0.0345 | 1 | < 0.1% |
| 0.0346 | 1 | < 0.1% |
| 0.0347 | 3 | |
| 0.0348 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 112.891 | 1 | < 0.1% |
| 100.3018 | 2 | < 0.1% |
| 97.8971 | 2 | < 0.1% |
| 95.604 | 3 | < 0.1% |
| 94.5965 | 7 | < 0.1% |
| 93.4149 | 4 | < 0.1% |
| 92.4523 | 13 | |
| 91.3229 | 11 | |
| 90.4024 | 12 | |
| 89.3217 | 22 |
R9 (MOhm)
Real number (ℝ)
| Distinct | 6175 |
|---|---|
| Distinct (%) | 2.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 24.435529 |
| Minimum | 0.0293 |
|---|---|
| Maximum | 102.6635 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0.0293 |
|---|---|
| 5-th percentile | 0.0967 |
| Q1 | 8.4984 |
| median | 22.6925 |
| Q3 | 37.6116 |
| 95-th percentile | 59.6029 |
| Maximum | 102.6635 |
| Range | 102.6342 |
| Interquartile range (IQR) | 29.1132 |
Descriptive statistics
| Standard deviation | 19.233828 |
|---|---|
| Coefficient of variation (CV) | 0.7871255 |
| Kurtosis | -0.70284059 |
| Mean | 24.435529 |
| Median Absolute Deviation (MAD) | 14.7628 |
| Skewness | 0.40196047 |
| Sum | 7226734.5 |
| Variance | 369.94015 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.0973 | 2983 | 1.0% |
| 0.0972 | 2943 | 1.0% |
| 0.0975 | 2871 | 1.0% |
| 0.097 | 2809 | 0.9% |
| 0.0971 | 2802 | 0.9% |
| 0.0976 | 2752 | 0.9% |
| 0.0977 | 2680 | 0.9% |
| 0.0968 | 2522 | 0.9% |
| 0.0978 | 2429 | 0.8% |
| 0.0967 | 2186 | 0.7% |
| Other values (6165) | 268770 |
| Value | Count | Frequency (%) |
| 0.0293 | 1 | < 0.1% |
| 0.0294 | 2 | < 0.1% |
| 0.0296 | 1 | < 0.1% |
| 0.0297 | 2 | < 0.1% |
| 0.0298 | 1 | < 0.1% |
| 0.0299 | 1 | < 0.1% |
| 0.03 | 6 | |
| 0.0301 | 6 | |
| 0.0302 | 1 | < 0.1% |
| 0.0303 | 4 |
| Value | Count | Frequency (%) |
| 102.6635 | 1 | < 0.1% |
| 101.3208 | 1 | < 0.1% |
| 96.6819 | 1 | < 0.1% |
| 89.5884 | 1 | < 0.1% |
| 86.7382 | 2 | |
| 84.2149 | 1 | < 0.1% |
| 83.3057 | 2 | |
| 80.9734 | 1 | < 0.1% |
| 80.1318 | 3 | |
| 78.6328 | 4 |
R10 (MOhm)
Real number (ℝ)
| Distinct | 6409 |
|---|---|
| Distinct (%) | 2.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 26.548408 |
| Minimum | 0.0369 |
|---|---|
| Maximum | 107.3251 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0.0369 |
|---|---|
| 5-th percentile | 0.1184 |
| Q1 | 7.8022 |
| median | 24.2008 |
| Q3 | 41.609 |
| 95-th percentile | 65.0981 |
| Maximum | 107.3251 |
| Range | 107.2882 |
| Interquartile range (IQR) | 33.8068 |
Descriptive statistics
| Standard deviation | 21.300897 |
|---|---|
| Coefficient of variation (CV) | 0.80234178 |
| Kurtosis | -0.75745362 |
| Mean | 26.548408 |
| Median Absolute Deviation (MAD) | 17.2257 |
| Skewness | 0.41946726 |
| Sum | 7851612.1 |
| Variance | 453.72822 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.1204 | 1845 | 0.6% |
| 0.1201 | 1814 | 0.6% |
| 0.1202 | 1806 | 0.6% |
| 0.1198 | 1749 | 0.6% |
| 0.1199 | 1719 | 0.6% |
| 0.1197 | 1715 | 0.6% |
| 0.1205 | 1693 | 0.6% |
| 0.1195 | 1575 | 0.5% |
| 0.1206 | 1542 | 0.5% |
| 0.1209 | 1482 | 0.5% |
| Other values (6399) | 278807 |
| Value | Count | Frequency (%) |
| 0.0369 | 1 | |
| 0.0378 | 2 | |
| 0.0379 | 1 | |
| 0.038 | 2 | |
| 0.0381 | 1 | |
| 0.0384 | 1 | |
| 0.0385 | 2 | |
| 0.0386 | 1 | |
| 0.0387 | 2 | |
| 0.039 | 2 |
| Value | Count | Frequency (%) |
| 107.3251 | 2 | < 0.1% |
| 100.0304 | 1 | < 0.1% |
| 96.6431 | 1 | < 0.1% |
| 94.5698 | 2 | < 0.1% |
| 93.6563 | 1 | < 0.1% |
| 92.5828 | 2 | < 0.1% |
| 91.7066 | 3 | < 0.1% |
| 90.6767 | 5 | < 0.1% |
| 89.8357 | 10 | |
| 88.8467 | 20 |
R11 (MOhm)
Real number (ℝ)
| Distinct | 6229 |
|---|---|
| Distinct (%) | 2.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 28.611492 |
| Minimum | 0.031 |
|---|---|
| Maximum | 93.9401 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0.031 |
|---|---|
| 5-th percentile | 0.1081 |
| Q1 | 10.76265 |
| median | 28.1102 |
| Q3 | 44.1024 |
| 95-th percentile | 65.8307 |
| Maximum | 93.9401 |
| Range | 93.9091 |
| Interquartile range (IQR) | 33.33975 |
Descriptive statistics
| Standard deviation | 21.400263 |
|---|---|
| Coefficient of variation (CV) | 0.74796039 |
| Kurtosis | -0.83519291 |
| Mean | 28.611492 |
| Median Absolute Deviation (MAD) | 16.16 |
| Skewness | 0.22314558 |
| Sum | 8461763 |
| Variance | 457.97126 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.109 | 2640 | 0.9% |
| 0.1088 | 2593 | 0.9% |
| 0.1085 | 2567 | 0.9% |
| 0.1086 | 2563 | 0.9% |
| 0.1089 | 2533 | 0.9% |
| 0.1084 | 2407 | 0.8% |
| 0.1092 | 2255 | 0.8% |
| 0.1082 | 2133 | 0.7% |
| 0.1093 | 1958 | 0.7% |
| 0.1081 | 1774 | 0.6% |
| Other values (6219) | 272324 |
| Value | Count | Frequency (%) |
| 0.031 | 1 | < 0.1% |
| 0.0313 | 1 | < 0.1% |
| 0.0316 | 1 | < 0.1% |
| 0.0317 | 1 | < 0.1% |
| 0.0319 | 1 | < 0.1% |
| 0.032 | 2 | < 0.1% |
| 0.0321 | 1 | < 0.1% |
| 0.0323 | 3 | |
| 0.0324 | 1 | < 0.1% |
| 0.0325 | 6 |
| Value | Count | Frequency (%) |
| 93.9401 | 1 | < 0.1% |
| 92.8633 | 1 | < 0.1% |
| 91.9845 | 6 | < 0.1% |
| 90.9514 | 10 | < 0.1% |
| 90.1079 | 12 | < 0.1% |
| 89.1159 | 26 | |
| 88.3056 | 20 | < 0.1% |
| 87.3522 | 35 | |
| 86.5731 | 42 | |
| 85.6562 | 58 |
R12 (MOhm)
Real number (ℝ)
| Distinct | 6251 |
|---|---|
| Distinct (%) | 2.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 26.815306 |
| Minimum | 0.0336 |
|---|---|
| Maximum | 116.3399 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0.0336 |
|---|---|
| 5-th percentile | 0.1076 |
| Q1 | 9.9752 |
| median | 27.0806 |
| Q3 | 41.4176 |
| 95-th percentile | 58.4435 |
| Maximum | 116.3399 |
| Range | 116.3063 |
| Interquartile range (IQR) | 31.4424 |
Descriptive statistics
| Standard deviation | 19.640626 |
|---|---|
| Coefficient of variation (CV) | 0.73244086 |
| Kurtosis | -0.84129124 |
| Mean | 26.815306 |
| Median Absolute Deviation (MAD) | 14.9607 |
| Skewness | 0.14114858 |
| Sum | 7930546.2 |
| Variance | 385.75417 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.109 | 1272 | 0.4% |
| 0.1088 | 1256 | 0.4% |
| 0.1091 | 1244 | 0.4% |
| 0.1087 | 1225 | 0.4% |
| 0.1093 | 1219 | 0.4% |
| 0.1094 | 1139 | 0.4% |
| 0.1086 | 1113 | 0.4% |
| 0.1095 | 1106 | 0.4% |
| 0.1084 | 1097 | 0.4% |
| 0.1101 | 1077 | 0.4% |
| Other values (6241) | 283999 |
| Value | Count | Frequency (%) |
| 0.0336 | 2 | < 0.1% |
| 0.0337 | 1 | < 0.1% |
| 0.034 | 3 | |
| 0.0341 | 1 | < 0.1% |
| 0.0342 | 5 | |
| 0.0343 | 1 | < 0.1% |
| 0.0344 | 1 | < 0.1% |
| 0.0346 | 5 | |
| 0.0347 | 3 | |
| 0.0348 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 116.3399 | 1 | < 0.1% |
| 90.2894 | 4 | < 0.1% |
| 89.2954 | 4 | < 0.1% |
| 88.4834 | 9 | < 0.1% |
| 87.5281 | 13 | < 0.1% |
| 86.7475 | 16 | < 0.1% |
| 85.8287 | 27 | |
| 85.0777 | 21 | |
| 84.1934 | 30 | |
| 83.4702 | 43 |
R13 (MOhm)
Real number (ℝ)
| Distinct | 6376 |
|---|---|
| Distinct (%) | 2.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 23.71304 |
| Minimum | 0.0337 |
|---|---|
| Maximum | 80.2041 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0.0337 |
|---|---|
| 5-th percentile | 0.1014 |
| Q1 | 8.0386 |
| median | 22.5342 |
| Q3 | 36.8913 |
| 95-th percentile | 55.8946 |
| Maximum | 80.2041 |
| Range | 80.1704 |
| Interquartile range (IQR) | 28.8527 |
Descriptive statistics
| Standard deviation | 18.320066 |
|---|---|
| Coefficient of variation (CV) | 0.7725735 |
| Kurtosis | -0.73019722 |
| Mean | 23.71304 |
| Median Absolute Deviation (MAD) | 14.3571 |
| Skewness | 0.33667113 |
| Sum | 7013060.3 |
| Variance | 335.62481 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.1031 | 1208 | 0.4% |
| 0.1034 | 1169 | 0.4% |
| 0.1032 | 1158 | 0.4% |
| 0.103 | 1156 | 0.4% |
| 0.1029 | 1138 | 0.4% |
| 0.1027 | 1106 | 0.4% |
| 0.1035 | 1105 | 0.4% |
| 0.1026 | 1071 | 0.4% |
| 0.1039 | 1065 | 0.4% |
| 0.1037 | 1064 | 0.4% |
| Other values (6366) | 284507 |
| Value | Count | Frequency (%) |
| 0.0337 | 1 | < 0.1% |
| 0.0338 | 1 | < 0.1% |
| 0.0339 | 1 | < 0.1% |
| 0.0342 | 1 | < 0.1% |
| 0.0343 | 1 | < 0.1% |
| 0.0346 | 2 | |
| 0.0348 | 2 | |
| 0.0349 | 3 | |
| 0.035 | 2 | |
| 0.0351 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 80.2041 | 1 | < 0.1% |
| 79.5397 | 2 | < 0.1% |
| 78.7567 | 4 | < 0.1% |
| 78.1157 | 4 | < 0.1% |
| 77.3599 | 9 | < 0.1% |
| 76.7411 | 9 | < 0.1% |
| 76.0113 | 16 | < 0.1% |
| 75.4135 | 11 | < 0.1% |
| 74.7083 | 29 | |
| 74.1305 | 40 |
R14 (MOhm)
Real number (ℝ)
| Distinct | 6229 |
|---|---|
| Distinct (%) | 2.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 29.482101 |
| Minimum | 0.0318 |
|---|---|
| Maximum | 90.595 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0.0318 |
|---|---|
| 5-th percentile | 0.1071 |
| Q1 | 9.8574 |
| median | 27.5851 |
| Q3 | 46.2684 |
| 95-th percentile | 70.0976 |
| Maximum | 90.595 |
| Range | 90.5632 |
| Interquartile range (IQR) | 36.411 |
Descriptive statistics
| Standard deviation | 22.839372 |
|---|---|
| Coefficient of variation (CV) | 0.77468603 |
| Kurtosis | -0.91852466 |
| Mean | 29.482101 |
| Median Absolute Deviation (MAD) | 18.411 |
| Skewness | 0.29762062 |
| Sum | 8719242.9 |
| Variance | 521.63691 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.1078 | 2449 | 0.8% |
| 0.1079 | 2391 | 0.8% |
| 0.1077 | 2365 | 0.8% |
| 0.1075 | 2359 | 0.8% |
| 0.1083 | 2359 | 0.8% |
| 0.1082 | 2352 | 0.8% |
| 0.108 | 2301 | 0.8% |
| 0.1084 | 2192 | 0.7% |
| 0.1074 | 2115 | 0.7% |
| 0.1072 | 1966 | 0.7% |
| Other values (6219) | 272898 |
| Value | Count | Frequency (%) |
| 0.0318 | 2 | < 0.1% |
| 0.0322 | 3 | |
| 0.0324 | 1 | < 0.1% |
| 0.0325 | 1 | < 0.1% |
| 0.0326 | 1 | < 0.1% |
| 0.0327 | 2 | < 0.1% |
| 0.0328 | 5 | |
| 0.0329 | 4 | |
| 0.033 | 6 | |
| 0.0333 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 90.595 | 1 | < 0.1% |
| 88.7468 | 1 | < 0.1% |
| 87.7697 | 4 | < 0.1% |
| 86.9716 | 5 | < 0.1% |
| 86.0327 | 14 | < 0.1% |
| 85.2654 | 29 | < 0.1% |
| 84.3623 | 45 | < 0.1% |
| 83.6241 | 51 | < 0.1% |
| 82.7549 | 100 | |
| 82.0441 | 148 |
Auto
The auto setting is an interpretable pairwise column metric of the following mapping:- Variable_type-Variable_type : Method, Range
- Categorical-Categorical : Cramer's V, [0,1]
- Numerical-Categorical : Cramer's V, [0,1] (using a discretized numerical column)
- Numerical-Numerical : Spearman's ρ, [-1,1]
This configuration uses the recommended metric for each pair of columns.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.| Time (s) | CO (ppm) | Humidity (%r.h.) | Temperature (C) | Flow rate (mL/min) | Heater voltage (V) | R1 (MOhm) | R2 (MOhm) | R3 (MOhm) | R4 (MOhm) | R5 (MOhm) | R6 (MOhm) | R7 (MOhm) | R8 (MOhm) | R9 (MOhm) | R10 (MOhm) | R11 (MOhm) | R12 (MOhm) | R13 (MOhm) | R14 (MOhm) | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0.000 | 0.0 | 51.0811 | 26.1138 | 244.9963 | 0.8985 | 0.0964 | 0.1545 | 0.1338 | 0.1133 | 0.0607 | 0.0777 | 0.1212 | 0.1114 | 0.0996 | 0.1224 | 0.1115 | 0.0611 | 0.1086 | 0.1163 |
| 1 | 0.308 | 0.0 | 48.1400 | 26.0600 | 242.7754 | 0.8990 | 0.2002 | 0.5736 | 0.9409 | 0.7380 | 1.1338 | 1.3151 | 1.8548 | 1.0021 | 1.0412 | 1.4559 | 2.6750 | 4.3962 | 5.9898 | 7.5249 |
| 2 | 0.617 | 0.0 | 48.1400 | 26.0600 | 242.2325 | 0.2112 | 2.1270 | 5.3504 | 8.7772 | 6.5169 | 9.0974 | 10.1695 | 13.4438 | 23.6027 | 19.1506 | 24.2008 | 31.8009 | 37.1276 | 37.6952 | 46.7759 |
| 3 | 0.925 | 0.0 | 48.1400 | 26.0600 | 241.6913 | 0.2070 | 11.4354 | 24.2832 | 37.1162 | 24.2122 | 37.4140 | 34.0052 | 43.4365 | 58.4235 | 49.0530 | 67.0980 | 63.9090 | 64.9864 | 56.2919 | 66.8445 |
| 4 | 1.235 | 0.0 | 48.1400 | 26.0600 | 241.1619 | 0.2047 | 33.6595 | 54.4606 | 67.0980 | 41.4185 | 63.0524 | 65.9463 | 75.7201 | 81.3692 | 56.3775 | 70.3356 | 67.8697 | 76.8610 | 65.2340 | 75.5478 |
| 5 | 1.542 | 0.0 | 48.1400 | 26.0600 | 241.0483 | 0.2026 | 58.0787 | 78.3034 | 83.7703 | 48.7432 | 86.6603 | 84.8448 | 81.3453 | 72.6381 | 62.7811 | 80.6932 | 76.1033 | 73.7047 | 62.8292 | 73.0008 |
| 6 | 1.852 | 0.0 | 48.1400 | 26.0600 | 240.9336 | 0.2014 | 71.9176 | 82.0040 | 88.0388 | 50.7364 | 84.9922 | 86.6118 | 87.8609 | 83.0300 | 60.4667 | 72.6707 | 70.0370 | 74.9592 | 64.7036 | 73.6785 |
| 7 | 2.161 | 0.0 | 48.1400 | 26.0600 | 240.8193 | 0.2002 | 72.5638 | 82.0040 | 89.8357 | 51.8271 | 91.0430 | 83.9107 | 82.8830 | 68.2983 | 62.7811 | 72.1267 | 76.1033 | 68.0064 | 61.5319 | 71.7899 |
| 8 | 2.471 | 0.0 | 48.1400 | 26.0600 | 240.8513 | 0.2000 | 77.6770 | 80.5097 | 80.6932 | 49.0940 | 79.5571 | 76.2102 | 82.0372 | 73.2341 | 62.2706 | 70.3356 | 67.3014 | 68.4882 | 62.4181 | 73.6785 |
| 9 | 2.781 | 0.0 | 48.1400 | 26.0600 | 240.9208 | 0.2008 | 67.0368 | 75.6194 | 79.2369 | 37.2375 | 71.2444 | 72.2262 | 71.9810 | 66.0689 | 63.7388 | 69.2228 | 81.7570 | 64.0377 | 60.6701 | 71.7899 |
| Time (s) | CO (ppm) | Humidity (%r.h.) | Temperature (C) | Flow rate (mL/min) | Heater voltage (V) | R1 (MOhm) | R2 (MOhm) | R3 (MOhm) | R4 (MOhm) | R5 (MOhm) | R6 (MOhm) | R7 (MOhm) | R8 (MOhm) | R9 (MOhm) | R10 (MOhm) | R11 (MOhm) | R12 (MOhm) | R13 (MOhm) | R14 (MOhm) | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 295737 | 90906.805 | 0.0 | 61.67 | 25.74 | 0.4031 | 0.2000 | 25.5357 | 19.5232 | 35.1150 | 25.2306 | 42.4121 | 41.5264 | 43.8803 | 65.5821 | 62.2706 | 64.6599 | 62.4980 | 55.0929 | 48.9146 | 72.4454 |
| 295738 | 90907.112 | 0.0 | 61.67 | 25.74 | 0.1077 | 0.1992 | 22.6845 | 15.1362 | 32.5693 | 25.8722 | 43.7002 | 41.9549 | 43.6371 | 63.5216 | 60.0710 | 64.1416 | 66.8349 | 55.7972 | 48.1178 | 68.3837 |
| 295739 | 90907.422 | 0.0 | 61.67 | 25.74 | 0.0000 | 0.2000 | 18.9799 | 11.4013 | 27.5567 | 24.8820 | 41.3760 | 40.0738 | 43.1980 | 68.2983 | 61.8514 | 61.9071 | 61.6173 | 54.0991 | 49.7900 | 70.0976 |
| 295740 | 90907.730 | 0.0 | 61.67 | 25.74 | 0.0000 | 0.2006 | 16.2418 | 8.5809 | 24.0606 | 25.0551 | 41.9991 | 42.1526 | 42.7675 | 61.5850 | 60.0710 | 64.1416 | 65.2954 | 56.5195 | 47.5846 | 66.8445 |
| 295741 | 90908.039 | 0.0 | 61.67 | 25.74 | 0.0000 | 0.1998 | 13.2326 | 6.4770 | 20.4200 | 24.7112 | 40.4227 | 39.1250 | 43.4365 | 68.9323 | 60.0710 | 59.7462 | 60.3791 | 56.9212 | 48.6628 | 68.9791 |
| 295742 | 90908.346 | 0.0 | 61.67 | 25.74 | 0.0000 | 0.2000 | 10.9436 | 4.9538 | 17.2555 | 23.9772 | 41.3760 | 39.1250 | 41.9312 | 59.7614 | 58.7630 | 62.3092 | 60.3791 | 54.7785 | 45.7841 | 67.8952 |
| 295743 | 90908.655 | 0.0 | 61.67 | 25.74 | 0.0000 | 0.2000 | 8.8732 | 3.8830 | 14.5711 | 24.4668 | 41.3760 | 37.8295 | 40.9475 | 63.9786 | 56.3775 | 63.2123 | 65.8307 | 54.0991 | 46.5522 | 65.2822 |
| 295744 | 90908.965 | 0.0 | 61.67 | 25.74 | 0.0000 | 0.1997 | 7.2381 | 3.1234 | 11.8973 | 23.5061 | 39.4783 | 35.9923 | 32.3678 | 60.1664 | 57.5820 | 61.0401 | 59.1160 | 53.4361 | 46.7830 | 68.3837 |
| 295745 | 90909.273 | 0.0 | 61.67 | 25.74 | 0.0000 | 0.1995 | 5.9284 | 2.5713 | 9.9662 | 23.8181 | 41.5938 | 34.8888 | 39.6036 | 60.6597 | 57.1512 | 63.2123 | 62.0947 | 53.7355 | 45.7841 | 64.8363 |
| 295746 | 90909.582 | 0.0 | 61.67 | 25.74 | 0.0000 | 0.2000 | 4.8808 | 2.1707 | 8.1886 | 22.9051 | 38.6076 | 33.1642 | 39.9739 | 61.0769 | 55.6241 | 59.7462 | 58.3260 | 44.3973 | 45.5628 | 65.2822 |